Package opennlp.tools.cmdline.postag

Source Code of opennlp.tools.cmdline.postag.POSTaggerEvaluatorTool

/*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements.  See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
*     http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/

package opennlp.tools.cmdline.postag;

import java.io.File;
import java.io.IOException;
import java.nio.charset.Charset;

import opennlp.tools.cmdline.ArgumentParser;
import opennlp.tools.cmdline.CLI;
import opennlp.tools.cmdline.CmdLineTool;
import opennlp.tools.cmdline.CmdLineUtil;
import opennlp.tools.cmdline.TerminateToolException;
import opennlp.tools.cmdline.params.EvaluatorParams;
import opennlp.tools.postag.POSEvaluator;
import opennlp.tools.postag.POSModel;
import opennlp.tools.postag.POSSample;
import opennlp.tools.postag.POSTaggerEvaluationMonitor;
import opennlp.tools.util.ObjectStream;

public final class POSTaggerEvaluatorTool implements CmdLineTool {

  public String getName() {
    return "POSTaggerEvaluator";
  }
 
  public String getShortDescription() {
    return "";
  }
 
  public String getHelp() {
    return "Usage: " + CLI.CMD + " " + getName() + " "
        + ArgumentParser.createUsage(EvaluatorParams.class);
  }

  public void run(String[] args) {
    if (!ArgumentParser
        .validateArguments(args, EvaluatorParams.class)) {
      System.err.println(getHelp());
      throw new TerminateToolException(1);
    }

    EvaluatorParams params = ArgumentParser.parse(args,
        EvaluatorParams.class);

    File testData = params.getData();
    CmdLineUtil.checkInputFile("Test data", testData);

    Charset encoding = params.getEncoding();

    POSModel model = new POSModelLoader().load(params.getModel());
   
    POSTaggerEvaluationMonitor missclassifiedListener = null;
    if (params.getMisclassified()) {
      missclassifiedListener = new POSEvaluationErrorListener();
    }

    POSEvaluator evaluator = new POSEvaluator(
        new opennlp.tools.postag.POSTaggerME(model), missclassifiedListener);

      System.out.print("Evaluating ... ");
     
      ObjectStream<POSSample> sampleStream =
          POSTaggerTrainerTool.openSampleData("Test", testData, encoding);
     
      try {
        evaluator.evaluate(sampleStream);
      }
      catch (IOException e) {
        System.err.println("failed");
        System.err.println("Reading test data error " + e.getMessage());
        throw new TerminateToolException(-1);
      } finally {
        try {
          sampleStream.close();
        } catch (IOException e) {
          // sorry that this can fail
        }
      }
     
      System.out.println("done");
     
      System.out.println();
     
      System.out.println("Accuracy: " + evaluator.getWordAccuracy());
  }
}
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